Modeling and Analysis of State-of-the-Art VM-Based Cloud Management Platforms

被引:70
|
作者
Malik, Saif U. R. [1 ]
Khan, Samee U. [1 ]
Srinivasan, Sudarshan K. [1 ]
机构
[1] North Dakota State Univ, Dept Elect & Comp Engn, 1411 Centennial Blvd, Fargo, ND 58105 USA
关键词
VM-based cloud management; high-level Petri nets (HLPN); SMT; Z3; modeling; and verification;
D O I
10.1109/TCC.2013.3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Virtualization is one of the key aspects used in cloud computing environment to achieve scalability and flexibility. To cope with the large number of virtual machines (VM) involved in the cloud, several solutions have been proposed to automatically monitor and deploy VM in resource pools. Most of the cloud management system, such as Amazon EC2, are proprietary and are not generally available for research. In the said perspective, many open source VM-based cloud platforms launched for general users to research. The existing work performed in VM-based cloud management platforms have mainly focused on the discussion of architecture, feature set, and performance analysis. However, other important aspects, such as formal analysis, modeling, and verification are usually ignored. In this paper, we provide a formal analysis, modeling, and verification of three open source state-of-the-art VM-based cloud management platforms: 1) Eucalyptus, 2) Open Nebula, and 3) Nimbus. We have used high-level Petri nets (HLPN) to model and analyze the structural and behavioral properties of the systems. Moreover, to verify the models, we have used Satisfiability Modulo Theories Library (SMT-Lib) and Z3 Solver. We modeled about 100 VM to verify the correctness and feasibility of our models. The results reveal that the models are functioning correctly. Moreover, the increase in the number of VM does not affect the working of the models that indicates the practicability of the models in a highly scalable and flexible environment.
引用
收藏
页码:50 / 63
页数:14
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